Overview

Dataset statistics

Number of variables12
Number of observations11600
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.8 MiB
Average record size in memory167.1 B

Variable types

NUM11
CAT1

Reproduction

Analysis started2021-03-25 17:01:01.881081
Analysis finished2021-03-25 17:01:22.782719
Duration20.9 seconds
Versionpandas-profiling v2.7.1
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
nom_pays has a high cardinality: 116 distinct values High cardinality
C_i_parents is highly correlated with C_i_child and 1 other fieldsHigh correlation
C_i_child is highly correlated with C_i_parents and 1 other fieldsHigh correlation
income_moy_pays is highly correlated with gdppppHigh correlation
gdpppp is highly correlated with income_moy_paysHigh correlation
log_income_moy is highly correlated with log_gdppppHigh correlation
log_gdpppp is highly correlated with log_income_moyHigh correlation
log_C_i_parents is highly correlated with C_i_child and 1 other fieldsHigh correlation
nom_pays is uniformly distributed Uniform
log_C_i_parents has unique values Unique

Variables

nom_pays
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size90.8 KiB
Sri Lanka
 
100
Venezuela
 
100
Grèce
 
100
Autriche
 
100
République démocratique populaire lao
 
100
Other values (111)
11100
ValueCountFrequency (%) 
Sri Lanka 100 0.9%
 
Venezuela 100 0.9%
 
Grèce 100 0.9%
 
Autriche 100 0.9%
 
République démocratique populaire lao 100 0.9%
 
Cambodge 100 0.9%
 
Malaisie 100 0.9%
 
Lettonie 100 0.9%
 
Belgique 100 0.9%
 
Chili 100 0.9%
 
Other values (106) 10600 91.4%
 

Length

Max length37
Mean length9.525862069
Min length4
ValueCountFrequency (%) 
Lowercase_Letter 31 51.7%
 
Uppercase_Letter 23 38.3%
 
Other_Punctuation 3 5.0%
 
Final_Punctuation 1 1.7%
 
Space_Separator 1 1.7%
 
Dash_Punctuation 1 1.7%
 
ValueCountFrequency (%) 
Latin 54 90.0%
 
Common 6 10.0%
 
ValueCountFrequency (%) 
ASCII 53 98.1%
 
Punctuation 1 1.9%
 

gdpppp
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12484.944396551724
Minimum303.19
Maximum73127.0
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum303.19
5-th percentile773
Q12577.5
median7709
Q317679.25
95-th percentile36527
Maximum73127
Range72823.81
Interquartile range (IQR)15101.75

Descriptive statistics

Standard deviation13079.49448
Coefficient of variation (CV)1.047621364
Kurtosis3.044597747
Mean12484.9444
Median Absolute Deviation (MAD)5691.5
Skewness1.613810731
Sum144825355
Variance171073176
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6270 100 0.9%
 
36193 100 0.9%
 
4516 100 0.9%
 
2576 100 0.9%
 
8101 100 0.9%
 
30357 100 0.9%
 
13390 100 0.9%
 
1802 100 0.9%
 
11904 100 0.9%
 
26273 100 0.9%
 
Other values (106) 10600 91.4%
 
ValueCountFrequency (%) 
303.19 100 0.9%
 
372 100 0.9%
 
631 100 0.9%
 
685 100 0.9%
 
728.81 100 0.9%
 
ValueCountFrequency (%) 
73127 100 0.9%
 
49070 100 0.9%
 
43261 100 0.9%
 
39268 100 0.9%
 
38065 100 0.9%
 

pj
Real number (ℝ≥0)

Distinct count65
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5229137931034482
Minimum0.113
Maximum1.095
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum0.113
5-th percentile0.238
Q10.4
median0.4805
Q30.66
95-th percentile0.946
Maximum1.095
Range0.982
Interquartile range (IQR)0.26

Descriptive statistics

Standard deviation0.2039266898
Coefficient of variation (CV)0.3899814702
Kurtosis0.03562437291
Mean0.5229137931
Median Absolute Deviation (MAD)0.1685
Skewness0.5646371243
Sum6065.8
Variance0.04158609482
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4 2400 20.7%
 
0.66 2400 20.7%
 
0.538 200 1.7%
 
0.343 200 1.7%
 
0.596 200 1.7%
 
0.238 200 1.7%
 
0.5 200 1.7%
 
0.256 100 0.9%
 
0.183 100 0.9%
 
0.943 100 0.9%
 
Other values (55) 5500 47.4%
 
ValueCountFrequency (%) 
0.113 100 0.9%
 
0.145 100 0.9%
 
0.181 100 0.9%
 
0.183 100 0.9%
 
0.199 100 0.9%
 
ValueCountFrequency (%) 
1.095 100 0.9%
 
1.03 100 0.9%
 
1.029 100 0.9%
 
1.015 100 0.9%
 
0.967 100 0.9%
 

income
Real number (ℝ≥0)

Distinct count11494
Unique (%)99.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6069.121962068966
Minimum16.72
Maximum176928.55
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum16.72
5-th percentile291.214
Q1900.7675
median2403.49
Q37515.3175
95-th percentile22941.402
Maximum176928.55
Range176911.83
Interquartile range (IQR)6614.55

Descriptive statistics

Standard deviation9413.786585
Coefficient of variation (CV)1.551095306
Kurtosis41.67433122
Mean6069.121962
Median Absolute Deviation (MAD)1875.165
Skewness4.628565819
Sum70401814.76
Variance88619377.87
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
756.93 3 < 0.1%
 
194.2 2 < 0.1%
 
1162.89 2 < 0.1%
 
803.72 2 < 0.1%
 
467.33 2 < 0.1%
 
114.87 2 < 0.1%
 
1334.86 2 < 0.1%
 
323.83 2 < 0.1%
 
248.25 2 < 0.1%
 
508.17 2 < 0.1%
 
Other values (11484) 11579 99.8%
 
ValueCountFrequency (%) 
16.72 1 < 0.1%
 
17.32 1 < 0.1%
 
20.58 1 < 0.1%
 
29.36 1 < 0.1%
 
29.41 1 < 0.1%
 
ValueCountFrequency (%) 
176928.55 1 < 0.1%
 
160645.27 1 < 0.1%
 
141565.23 1 < 0.1%
 
133454.84 1 < 0.1%
 
122775.16 1 < 0.1%
 

gini
Real number (ℝ≥0)

Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3691808035431845
Minimum0.22603399161539015
Maximum0.6488772673007743
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum0.2260339916
5-th percentile0.2528344254
Q10.304230352
median0.3514642396
Q30.4244271153
95-th percentile0.5400917262
Maximum0.6488772673
Range0.4228432757
Interquartile range (IQR)0.1201967633

Descriptive statistics

Standard deviation0.08587005174
Coefficient of variation (CV)0.2325961992
Kurtosis-0.01407683997
Mean0.3691808035
Median Absolute Deviation (MAD)0.05754496697
Skewness0.6931860062
Sum4282.497321
Variance0.007373665785
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.4063200921 100 0.9%
 
0.2863412868 100 0.9%
 
0.2967779809 100 0.9%
 
0.3083443244 100 0.9%
 
0.2260339916 100 0.9%
 
0.4694924048 100 0.9%
 
0.5277659648 100 0.9%
 
0.5400917262 100 0.9%
 
0.5430949765 100 0.9%
 
0.3383003644 100 0.9%
 
Other values (106) 10600 91.4%
 
ValueCountFrequency (%) 
0.2260339916 100 0.9%
 
0.241980548 100 0.9%
 
0.2467029491 100 0.9%
 
0.2494472127 100 0.9%
 
0.2500701184 100 0.9%
 
ValueCountFrequency (%) 
0.6488772673 100 0.9%
 
0.5808765247 100 0.9%
 
0.5505412104 100 0.9%
 
0.546189965 100 0.9%
 
0.5430949765 100 0.9%
 

log_gdpppp
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.807823698199444
Minimum5.714359671693971
Maximum11.199952934587492
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum5.714359672
5-th percentile6.650279049
Q17.854575159
median8.949956935
Q39.78009113
95-th percentile10.50580699
Maximum11.19995293
Range5.485593263
Interquartile range (IQR)1.92551597

Descriptive statistics

Standard deviation1.234276215
Coefficient of variation (CV)0.1401340737
Kurtosis-0.7403472409
Mean8.807823698
Median Absolute Deviation (MAD)0.9448410829
Skewness-0.316224292
Sum102170.7549
Variance1.523437776
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8.281470858 100 0.9%
 
7.090909822 100 0.9%
 
8.061802275 100 0.9%
 
7.75576717 100 0.9%
 
9.65476975 100 0.9%
 
8.812992232 100 0.9%
 
7.014931146 100 0.9%
 
7.473637108 100 0.9%
 
6.650279049 100 0.9%
 
8.91891798 100 0.9%
 
Other values (106) 10600 91.4%
 
ValueCountFrequency (%) 
5.714359672 100 0.9%
 
5.918893854 100 0.9%
 
6.447305863 100 0.9%
 
6.529418838 100 0.9%
 
6.591413067 100 0.9%
 
ValueCountFrequency (%) 
11.19995293 100 0.9%
 
10.80100313 100 0.9%
 
10.67500682 100 0.9%
 
10.57816522 100 0.9%
 
10.5470505 100 0.9%
 

log_income
Real number (ℝ≥0)

Distinct count11494
Unique (%)99.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.840619121608787
Minimum2.8166056076565553
Maximum12.083501257741979
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum2.816605608
5-th percentile5.674058388
Q16.803247165
median7.784677121
Q38.92469855
95-th percentile10.0406985
Maximum12.08350126
Range9.26689565
Interquartile range (IQR)2.121451385

Descriptive statistics

Standard deviation1.381121028
Coefficient of variation (CV)0.1761494859
Kurtosis-0.5878030228
Mean7.840619122
Median Absolute Deviation (MAD)1.056148364
Skewness-0.01013184941
Sum90951.18181
Variance1.907495293
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.629270779 3 < 0.1%
 
5.815800778 2 < 0.1%
 
5.14318287 2 < 0.1%
 
6.231130843 2 < 0.1%
 
8.460809066 2 < 0.1%
 
7.010573566 2 < 0.1%
 
6.999604933 2 < 0.1%
 
7.285451715 2 < 0.1%
 
7.037018827 2 < 0.1%
 
7.376201446 2 < 0.1%
 
Other values (11484) 11579 99.8%
 
ValueCountFrequency (%) 
2.816605608 1 < 0.1%
 
2.851861903 1 < 0.1%
 
3.02431973 1 < 0.1%
 
3.379633204 1 < 0.1%
 
3.381334753 1 < 0.1%
 
ValueCountFrequency (%) 
12.08350126 1 < 0.1%
 
11.98695392 1 < 0.1%
 
11.86051588 1 < 0.1%
 
11.80151842 1 < 0.1%
 
11.71810999 1 < 0.1%
 

C_i_child
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count100
Unique (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.5
Minimum1.0
Maximum100.0
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum1
5-th percentile5.95
Q125.75
median50.5
Q375.25
95-th percentile95.05
Maximum100
Range99
Interquartile range (IQR)49.5

Descriptive statistics

Standard deviation28.86731436
Coefficient of variation (CV)0.5716299872
Kurtosis-1.20024011
Mean50.5
Median Absolute Deviation (MAD)25
Skewness0
Sum585800
Variance833.3218381
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
93 116 1.0%
 
29 116 1.0%
 
33 116 1.0%
 
85 116 1.0%
 
51 116 1.0%
 
61 116 1.0%
 
78 116 1.0%
 
98 116 1.0%
 
75 116 1.0%
 
17 116 1.0%
 
Other values (90) 10440 90.0%
 
ValueCountFrequency (%) 
1 116 1.0%
 
2 116 1.0%
 
3 116 1.0%
 
4 116 1.0%
 
5 116 1.0%
 
ValueCountFrequency (%) 
100 116 1.0%
 
99 116 1.0%
 
98 116 1.0%
 
97 116 1.0%
 
96 116 1.0%
 

C_i_parents
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count9119
Unique (%)78.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.5
Minimum5.894
Maximum95.63
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum5.894
5-th percentile28.326
Q142.0835
median50.488
Q358.8165
95-th percentile72.6268
Maximum95.63
Range89.736
Interquartile range (IQR)16.733

Descriptive statistics

Standard deviation13.22222212
Coefficient of variation (CV)0.2618261805
Kurtosis0.2109246296
Mean50.5
Median Absolute Deviation (MAD)8.374
Skewness-4.939631351e-05
Sum585800
Variance174.8271577
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
57.15 6 0.1%
 
50.16 5 < 0.1%
 
51.268 5 < 0.1%
 
42.892 5 < 0.1%
 
48.636 5 < 0.1%
 
53.03 5 < 0.1%
 
49.94 5 < 0.1%
 
43.414 5 < 0.1%
 
46.188 5 < 0.1%
 
54.36 5 < 0.1%
 
Other values (9109) 11549 99.6%
 
ValueCountFrequency (%) 
5.894 1 < 0.1%
 
6.6 1 < 0.1%
 
6.612 1 < 0.1%
 
6.934 1 < 0.1%
 
7.212 1 < 0.1%
 
ValueCountFrequency (%) 
95.63 1 < 0.1%
 
94.932 1 < 0.1%
 
94.402 1 < 0.1%
 
94.036 1 < 0.1%
 
93.83 1 < 0.1%
 

income_moy_pays
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6069.121962069073
Minimum276.01610000000477
Maximum26888.511700003055
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum276.0161
5-th percentile588.7667
Q11374.269875
median3287.17485
Q37077.900025
95-th percentile21709.6047
Maximum26888.5117
Range26612.4956
Interquartile range (IQR)5703.63015

Descriptive statistics

Standard deviation6632.479627
Coefficient of variation (CV)1.092823586
Kurtosis1.116287347
Mean6069.121962
Median Absolute Deviation (MAD)2386.12215
Skewness1.462232605
Sum70401814.76
Variance43989786
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
685.8178 100 0.9%
 
650.1296 100 0.9%
 
1515.9295 100 0.9%
 
7156.7707 100 0.9%
 
1377.7736 100 0.9%
 
10098.6761 100 0.9%
 
3330.5338 100 0.9%
 
1794.4945 100 0.9%
 
6006.3429 100 0.9%
 
3048.6309 100 0.9%
 
Other values (106) 10600 91.4%
 
ValueCountFrequency (%) 
276.0161 100 0.9%
 
345.237 100 0.9%
 
399.835 100 0.9%
 
519.3198 100 0.9%
 
530.2842 100 0.9%
 
ValueCountFrequency (%) 
26888.5117 100 0.9%
 
25503.5819 100 0.9%
 
25217.5625 100 0.9%
 
23739.6411 100 0.9%
 
22483.3748 100 0.9%
 

log_income_moy
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count116
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.107672254368564
Minimum5.620459197349189
Maximum10.199454400018393
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum5.620459197
5-th percentile6.37803001
Q17.225668086
median8.09777994
Q38.864711942
95-th percentile9.985510055
Maximum10.1994544
Range4.578995203
Interquartile range (IQR)1.639043857

Descriptive statistics

Standard deviation1.147168522
Coefficient of variation (CV)0.1414917237
Kurtosis-0.9398807276
Mean8.107672254
Median Absolute Deviation (MAD)0.8267329829
Skewness0.02220047876
Sum94048.99815
Variance1.315995618
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.523672139 100 0.9%
 
6.602048805 100 0.9%
 
8.655514218 100 0.9%
 
6.252519878 100 0.9%
 
8.492849391 100 0.9%
 
8.116533011 100 0.9%
 
10.02053142 100 0.9%
 
6.949507305 100 0.9%
 
9.801549972 100 0.9%
 
8.011774358 100 0.9%
 
Other values (106) 10600 91.4%
 
ValueCountFrequency (%) 
5.620459197 100 0.9%
 
5.844231138 100 0.9%
 
5.991051962 100 0.9%
 
6.252519878 100 0.9%
 
6.273413089 100 0.9%
 
ValueCountFrequency (%) 
10.1994544 100 0.9%
 
10.14657419 100 0.9%
 
10.13529596 100 0.9%
 
10.07490155 100 0.9%
 
10.02053142 100 0.9%
 

log_C_i_parents
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE
Distinct count11600
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.6373937555556286
Minimum1.184607575508805
Maximum4.557766480372477
Zeros0
Zeros (%)0.0%
Memory size90.8 KiB

Quantile statistics

Minimum1.184607576
5-th percentile2.902615935
Q13.430735929
median3.683686249
Q33.909752446
95-th percentile4.210815029
Maximum4.55776648
Range3.373158905
Interquartile range (IQR)0.479016517

Descriptive statistics

Standard deviation0.4070731869
Coefficient of variation (CV)0.1119134232
Kurtosis2.163987335
Mean3.637393756
Median Absolute Deviation (MAD)0.2389157149
Skewness-0.9956685549
Sum42193.76756
Variance0.1657085795
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.825215869 1 < 0.1%
 
3.495559893 1 < 0.1%
 
3.254906232 1 < 0.1%
 
3.920288122 1 < 0.1%
 
3.730660188 1 < 0.1%
 
4.324230136 1 < 0.1%
 
3.903922755 1 < 0.1%
 
3.715391875 1 < 0.1%
 
4.14406313 1 < 0.1%
 
3.59230674 1 < 0.1%
 
Other values (11590) 11590 99.9%
 
ValueCountFrequency (%) 
1.184607576 1 < 0.1%
 
1.310788969 1 < 0.1%
 
1.331061895 1 < 0.1%
 
1.339387139 1 < 0.1%
 
1.341289746 1 < 0.1%
 
ValueCountFrequency (%) 
4.55776648 1 < 0.1%
 
4.548128614 1 < 0.1%
 
4.543353233 1 < 0.1%
 
4.539358783 1 < 0.1%
 
4.535222649 1 < 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

nom_paysgdpppppjincomeginilog_gdpppplog_incomeC_i_childC_i_parentsincome_moy_payslog_income_moylog_C_i_parents
0Afrique du Sud9602.00.67760.490.6488779.1697274.1024781.013.0945617.90478.6337141.910173
1Afrique du Sud9602.00.677138.340.6488779.1697274.9297142.018.7205617.90478.6337142.318153
2Afrique du Sud9602.00.677192.290.6488779.1697275.2590053.019.9745617.90478.6337142.434426
3Afrique du Sud9602.00.677236.990.6488779.1697275.4680184.021.3365617.90478.6337142.524627
4Afrique du Sud9602.00.677279.370.6488779.1697275.6325375.023.5165617.90478.6337142.668394
5Afrique du Sud9602.00.677322.990.6488779.1697275.7776216.023.8385617.90478.6337142.691703
6Afrique du Sud9602.00.677358.580.6488779.1697275.8821527.028.3805617.90478.6337142.911338
7Afrique du Sud9602.00.677391.800.6488779.1697275.9707528.027.1165617.90478.6337142.843982
8Afrique du Sud9602.00.677423.930.6488779.1697276.0495689.029.2325617.90478.6337142.943432
9Afrique du Sud9602.00.677455.440.6488779.1697276.12126410.029.6745617.90478.6337142.984042

Last rows

nom_paysgdpppppjincomeginilog_gdpppplog_incomeC_i_childC_i_parentsincome_moy_payslog_income_moylog_C_i_parents
11590États-Unis43261.00.53850866.360.42183710.67500710.83695791.070.25425503.581910.1465744.143822
11591États-Unis43261.00.53853313.960.42183710.67500710.88395392.070.18825503.581910.1465744.164117
11592États-Unis43261.00.53856233.740.42183710.67500710.93727293.069.54825503.581910.1465744.155423
11593États-Unis43261.00.53859764.700.42183710.67500710.99817094.070.64425503.581910.1465744.166834
11594États-Unis43261.00.53864053.350.42183710.67500711.06747295.070.81825503.581910.1465744.173863
11595États-Unis43261.00.53869926.370.42183710.67500711.15519896.072.52225503.581910.1465744.199704
11596États-Unis43261.00.53877634.820.42183710.67500711.25977197.075.21425503.581910.1465744.247150
11597États-Unis43261.00.53888482.840.42183710.67500711.39056498.075.80425503.581910.1465744.255571
11598États-Unis43261.00.538106765.260.42183710.67500711.57838899.078.65225503.581910.1465744.311908
11599États-Unis43261.00.538176928.550.42183710.67500712.083501100.084.04425503.581910.1465744.399272